{"id":"W6960674660","doi":"10.1371/journal.pone.0131463.g001","title":"Socioeconomic categories in census block areas in Paris.","year":2015,"lang":"en","type":"other","venue":"Figshare","topic":"Psidium guajava Extracts and Applications","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Census; Socioeconomic status; Block (permutation group theory); Population; Quarter (Canadian coin); Statistical analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001224418,0.0003042936,0.0003954399,0.0002397691,0.00003867311,0.0000204682,0.0003378172,0.001014426,0.3323328],"category_scores_gemma":[0.00009452648,0.0003222884,0.00005634947,0.0001429856,0.00003009285,0.00003763931,0.0001027142,0.001097631,0.01152598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001842277,"about_ca_system_score_gemma":0.0002824792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002152052,"about_ca_topic_score_gemma":0.002280341,"domain_scores_codex":[0.998656,0.0001192277,0.0003268614,0.0003913944,0.00007500495,0.0004315479],"domain_scores_gemma":[0.9991733,0.0001409633,0.0002201058,0.0002601547,0.0000333249,0.0001720798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001280086,0.0001425935,0.0003582598,0.00009780844,0.00003183884,0.0000484418,0.0001311596,0.00004717256,0.000009725448,0.0000445781,0.9984859,0.000589777],"study_design_scores_gemma":[0.0007265038,0.00001162027,0.0007779555,0.0002106625,0.00001736102,0.000007354316,0.00005083097,0.00007425891,0.00005558638,0.0001720623,0.9975532,0.0003425528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001610799,0.004603566,1.401254e-8,0.0003845229,0.0002645453,0.0005971156,0.3271926,0.0001460269,0.6666505],"genre_scores_gemma":[0.02804193,0.0004651532,0.00003186026,0.001531615,0.001383542,0.00168844,0.3296033,0.0006283281,0.6366258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3208068,"threshold_uncertainty_score":0.9999229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549652784027369,"score_gpt":0.4273206264306012,"score_spread":0.2723553480278643,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}